{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import torchvision.models as models\n",
    "from __future__ import division\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "net = models.vgg16(pretrained=True).eval()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torchvision.transforms as transforms\n",
    "\n",
    "n_mean = [0.485, 0.456, 0.406]\n",
    "n_std = [0.229, 0.224, 0.225]\n",
    "normalize = transforms.Normalize(mean=n_mean,\n",
    "                                     std=n_std)\n",
    "\n",
    "t_std = torch.from_numpy(np.array(n_std, dtype=np.float32)).view(-1, 1, 1)\n",
    "t_mean = torch.from_numpy(np.array(n_mean, dtype=np.float32)).view(-1, 1, 1)\n",
    "\n",
    "transform = transforms.Compose([\n",
    "    transforms.Resize(256),\n",
    "    transforms.CenterCrop(224),\n",
    "    transforms.ToTensor(),\n",
    "    normalize,\n",
    "])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from PIL import Image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "path = \"img/bmw_desert.jpeg\"\n",
    "x = transform(Image.open(path).convert(\"RGB\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "lvls = [5, 10, 17, 24, 31]\n",
    "rs = np.random.RandomState(0)\n",
    "for lvl in lvls:\n",
    "    with torch.no_grad():\n",
    "        ft = net.features[:lvl](x.unsqueeze(0))\n",
    "    ft = ft[0].data.numpy()\n",
    "    ind = rs.choice(ft.shape[0], 3)\n",
    "    for idx in ind:\n",
    "        plt.matshow(ft[idx])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([0.0137, 0.0144, 0.0188, 0.0235, 0.0237, 0.0269, 0.0996, 0.2025, 0.2511,\n",
      "        0.3060], grad_fn=<SliceBackward>)\n",
      "tensor([609, 581, 672, 511, 751, 717, 817, 479, 436, 656])\n"
     ]
    }
   ],
   "source": [
    "print F.softmax(net(x.unsqueeze(0)), dim=1)[0].sort()[0][-10:]\n",
    "print F.softmax(net(x.unsqueeze(0)), dim=1)[0].sort()[1][-10:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "for p in net.parameters():\n",
    "    p.requires_grad = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch.optim as optim"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "delta = 0.01 * torch.randn(x.size())\n",
    "delta.requires_grad = True"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "criterion = nn.CrossEntropyLoss()\n",
    "\n",
    "# Todo: what is the id of the class that was predicted for our image ?\n",
    "idx = None\n",
    "optimizer = optim.SGD([delta], lr=0.01)\n",
    "\n",
    "for _ in range(100):\n",
    "    output = net((x + delta).unsqueeze(0))\n",
    "\n",
    "    #TODO: compute the loss to backpropagate\n",
    "    loss = None\n",
    "    \n",
    "    optimizer.zero_grad()\n",
    "    loss.backward()\n",
    "    optimizer.step()\n",
    "    #print \"%.4e\" % loss.item()\n",
    "    \n",
    "    print F.softmax(output)[0].sort()[0][-10:]\n",
    "    print F.softmax(output)[0].sort()[1][-10:]\n",
    "    \n",
    "    # TODO: break the loop once we are satisfied \n",
    "    if ?:\n",
    "        break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_np = (x * t_std + t_mean).detach().numpy()\n",
    "x_np = np.transpose(x_np, [1, 2, 0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1415ba490>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(x_np)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [],
   "source": [
    "#TODO: show your perturbed image"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.15"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
